diff --git a/python/jittor/test/test_setitem.py b/python/jittor/test/test_setitem.py
new file mode 100644
index 00000000..60cb2d57
--- /dev/null
+++ b/python/jittor/test/test_setitem.py
@@ -0,0 +1,49 @@
+# ***************************************************************
+# Copyright (c) 2020 Jittor. Authors: 
+#     Wenyang Zhou <576825820@qq.com>. 
+# All Rights Reserved.
+# This file is subject to the terms and conditions defined in
+# file 'LICENSE.txt', which is part of this source code package.
+# ***************************************************************
+import unittest
+import jittor as jt
+import numpy as np
+skip_this_test = False
+
+@unittest.skipIf(skip_this_test, "No Torch found")
+class TestSetitem(unittest.TestCase):
+    def test_getitem(self):
+        # test getitem for float32/float64/bool/int8/int32
+        arr_float32 = jt.random((4,2,3))
+        arr_float32_res = arr_float32[1:3,:,:]
+        arr_float32_res.data[0,0,0] = 1
+        assert arr_float32[1,0,0] == 1
+        arr_float32_res.data[1,1,2] = 1
+        assert arr_float32[2,1,2] == 1
+        arr_float32[1,0,0] = 0
+        # getitem and setitem do not conflict 
+        assert arr_float32_res[0,0,0] == 1
+
+        arr_bool = jt.bool(np.ones((4,2,3)))
+        arr_bool_res = arr_bool[1:3,:,:]
+        arr_bool_res.data[0,0,0] = False
+        assert arr_bool[1,0,0] == False
+        arr_bool_res.data[0,0,1] = False
+        assert arr_bool[1,0,1] == False
+
+        arr_float64 = jt.random((4,2,3), dtype='float64')
+        arr_float64_res = arr_float64[1:3,:,:]
+        arr_float64_res.data[0,0,0] = 1
+        assert arr_float64[1,0,0] == 1
+        arr_float64_res.data[1,1,2] = 1
+        assert arr_float64[2,1,2] == 1
+
+        arr_int32 = jt.ones((4,2,3), dtype='int32')
+        arr_int32_res = arr_int32[1:3,:,:]
+        arr_int32_res.data[0,0,0] = 0
+        assert arr_int32[1,0,0] == 0
+        arr_int32_res.data[1,1,2] = 0
+        assert arr_int32[2,1,2] == 0
+        
+if __name__ == "__main__":
+    unittest.main()
\ No newline at end of file
diff --git a/src/opt/gopt/setitem_gopt.cc b/src/opt/gopt/setitem_gopt.cc
index e1ace09a..fa5ec404 100644
--- a/src/opt/gopt/setitem_gopt.cc
+++ b/src/opt/gopt/setitem_gopt.cc
@@ -103,6 +103,29 @@ static void setitem_grad_opt(GetitemOp* op) {
 
 }
 
+static void getitem_inplace(GetitemOp* op) {
+    // LOGir << "getitem_inplace";
+
+    auto in = op->inputs().front();
+    auto ou = op->outputs().front();
+    
+    // return if input or output's shape is variable
+    if (in->num < 0 || ou->num < 0)
+        return;
+
+    VarSlices vs = op->vs;
+    auto in_shape = in->shape;
+    auto ou_shape = ou->shape;
+
+    for (int i = vs.n - 1; i > 0; --i)
+        if (!(vs.slices[i].slice.step == 1 && in_shape[i] == ou_shape[i]))
+            return;
+
+    Slice s = vs.slices[0].slice;
+    ou->share_with(in, (s.stop - s.start) * in->size / in_shape[0] / 2);
+    return;
+}
+
 void SetitemOp::graph_optimize() {
     // LOGir << "hello graph_optimize";
     setitem_inplace(this);
@@ -113,6 +136,7 @@ void GetitemOp::graph_optimize() {
     // LOGir << "hello getitem graph_optimize";
     // setitem_grad_opt(this);
     (void)setitem_grad_opt;
+    getitem_inplace(this);
 }
 
 }
diff --git a/src/var.cc b/src/var.cc
index a325652d..32b16d51 100644
--- a/src/var.cc
+++ b/src/var.cc
@@ -64,7 +64,7 @@ bool Var::alloc(Allocator* allocator) {
     if (mem_ptr) return true;
     if (auto* x = (Var*)(this->allocator)) {
         if (x->allocator->share_with(size, x->allocation)) {
-            mem_ptr = x->mem_ptr;
+            mem_ptr = ((char*) x->mem_ptr) + allocation;
             allocation = x->allocation;
             this->allocator = x->allocator;
             return true;
diff --git a/src/var.h b/src/var.h
index a3e58368..37edcd12 100644
--- a/src/var.h
+++ b/src/var.h
@@ -42,7 +42,7 @@ struct Var : Node {
     int64_t numel();
     void set_shape(NanoVector shape);
     bool alloc(Allocator* allocator);
-    inline void share_with(Var* x) { CHECK_EXIST; allocator = (Allocator*)x; }
+    inline void share_with(Var* x, size_t offset = 0) { CHECK_EXIST; allocator = (Allocator*)x; allocation = offset; }
 };
 
 struct VarPtr {